ds_report

Dataset statistics

Number of variables	30
Number of observations	3866
Missing cells	80746
Missing cells (%)	69.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	906.2 KiB
Average record size in memory	240.0 B

Variable types

Numeric	27
Categorical	3

Alerts

`Date` has a high cardinality: 70 distinct values	High cardinality
`Experimental_Year` is highly overall correlated with `Date`	High correlation
`Depth_min` is highly overall correlated with `Depth_max` and 2 other fields	High correlation
`Depth_max` is highly overall correlated with `Depth_min` and 2 other fields	High correlation
`WHC` is highly overall correlated with `Beneficials`	High correlation
`Total_Organic_Carbon` is highly overall correlated with `Depth_min` and 3 other fields	High correlation
`Chalk` is highly overall correlated with `Beneficials`	High correlation
`Humus` is highly overall correlated with `Depth_min` and 3 other fields	High correlation
`Borium` is highly overall correlated with `Manganese` and 2 other fields	High correlation
`Manganese` is highly overall correlated with `Borium`	High correlation
`Sulphate` is highly overall correlated with `Date` and 1 other fields	High correlation
`Date` is highly overall correlated with `Experimental_Year` and 3 other fields	High correlation
`Crop` is highly overall correlated with `Borium` and 2 other fields	High correlation
`Beneficials` is highly overall correlated with `WHC` and 3 other fields	High correlation
`Beneficials` is highly imbalanced (93.1%)	Imbalance
`Dry_Matter` has 3642 (94.2%) missing values	Missing
`Organic_Matter` has 3642 (94.2%) missing values	Missing
`pH` has 3642 (94.2%) missing values	Missing
`WHC` has 464 (12.0%) missing values	Missing
`Total_Carbon` has 3402 (88.0%) missing values	Missing
`Total_Nitrogen` has 3642 (94.2%) missing values	Missing
`CN_Ratio` has 3642 (94.2%) missing values	Missing
`Total_Organic_Carbon` has 3626 (93.8%) missing values	Missing
`Chalk` has 3626 (93.8%) missing values	Missing
`Humus` has 3626 (93.8%) missing values	Missing
`Ammonium` has 3648 (94.4%) missing values	Missing
`Borium` has 3834 (99.2%) missing values	Missing
`Calcium` has 3674 (95.0%) missing values	Missing
`Copper` has 3642 (94.2%) missing values	Missing
`Diphosphorus_Pentoxide` has 3642 (94.2%) missing values	Missing
`Iron` has 3642 (94.2%) missing values	Missing
`Magnesium` has 3642 (94.2%) missing values	Missing
`Manganese` has 3642 (94.2%) missing values	Missing
`Nitrate` has 3642 (94.2%) missing values	Missing
`Potassium_Oxide` has 3642 (94.2%) missing values	Missing
`Sodium` has 3642 (94.2%) missing values	Missing
`Sulphate` has 3834 (99.2%) missing values	Missing
`Zinc` has 3642 (94.2%) missing values	Missing
`pH` is highly skewed (γ1 = -2.218720501)	Skewed
`Total_Carbon` is highly skewed (γ1 = 1.007038957)	Skewed
`Chalk` is highly skewed (γ1 = 1.044136539)	Skewed
`Ammonium` is highly skewed (γ1 = 2.448416448)	Skewed
`Iron` is highly skewed (γ1 = 1.121245129)	Skewed
`Nitrate` is highly skewed (γ1 = 1.296906182)	Skewed
`Sulphate` is highly skewed (γ1 = 3.241299441)	Skewed
`Depth_min` has 1236 (32.0%) zeros	Zeros

Reproduction

Analysis started	2024-07-19 13:37:41.195399
Analysis finished	2024-07-19 13:39:26.855842
Duration	1 minute and 45.66 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Experimental_Year
Real number (ℝ)

Distinct	11
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.411
Mean	2.02 × 10³

Minimum	2.01 × 10³
Maximum	2.02 × 10³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	2.01 × 10³
5-th percentile	2.01 × 10³
Q1	2.01 × 10³
median	2.02 × 10³
Q3	2.02 × 10³
95-th percentile	2.02 × 10³
Maximum	2.02 × 10³
Range	12
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.84
Coefficient of variation (CV)	0.00141
Kurtosis	-0.485
Mean	2.02 × 10³
Median Absolute Deviation (MAD)	2
Skewness	-0.411
Sum	7.79 × 10⁶
Variance	8.07
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2019	592	15.3%
2014	432	11.2%
2017	432	11.2%
2018	432	11.2%
2013	431	11.1%
2015	430	11.1%
2016	429	11.1%
2012	384	9.9%
2009	240	6.2%
2020	32	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2009	240	6.2%
2012	384	9.9%
2013	431	11.1%
2014	432	11.2%
2015	430	11.1%

Value	Count	Frequency (%)
2021	32	0.8%
2020	32	0.8%
2019	592	15.3%
2018	432	11.2%
2017	432	11.2%

Date
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	70
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	30.3 KiB

2015-02-20 00:00:00.0000000	168
2009-03-04 00:00:00.0000000	144
2017-03-08 00:00:00.0000000	132
2016-02-25 00:00:00.0000000	132
2012-03-05 00:00:00.0000000	132
Other values (65)	3158

Length

Max length	27
Median length	27
Mean length	27
Min length	27

Characters and Unicode

Total characters	104382
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2009-03-03 00:00:00.0000000
2nd row	2009-03-03 00:00:00.0000000
3rd row	2009-03-03 00:00:00.0000000
4th row	2009-03-03 00:00:00.0000000
5th row	2009-03-03 00:00:00.0000000

Common Values

Value	Count	Frequency (%)
2015-02-20 00:00:00.0000000	168	4.3%
2009-03-04 00:00:00.0000000	144	3.7%
2017-03-08 00:00:00.0000000	132	3.4%
2016-02-25 00:00:00.0000000	132	3.4%
2012-03-05 00:00:00.0000000	132	3.4%
2019-02-21 00:00:00.0000000	96	2.5%
2019-07-26 00:00:00.0000000	96	2.5%
2018-02-20 00:00:00.0000000	84	2.2%
2015-07-31 00:00:00.0000000	84	2.2%
2018-07-09 00:00:00.0000000	84	2.2%
Other values (60)	2714	70.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
00:00:00.0000000	3866	50.0%
2015-02-20	168	2.2%
2009-03-04	144	1.9%
2017-03-08	132	1.7%
2016-02-25	132	1.7%
2012-03-05	132	1.7%
2019-02-21	96	1.2%
2019-07-26	96	1.2%
2018-02-20	84	1.1%
2015-07-31	84	1.1%
Other values (61)	2798	36.2%

Most occurring characters

Value	Count	Frequency (%)
0	60197	57.7%
-	7732	7.4%
:	7732	7.4%
2	6652	6.4%
1	5290	5.1%
	3866	3.7%
.	3866	3.7%
7	1617	1.5%
9	1408	1.3%
3	1394	1.3%
Other values (4)	4628	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	81186	77.8%
Other Punctuation	11598	11.1%
Dash Punctuation	7732	7.4%
Space Separator	3866	3.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	60197	74.1%
2	6652	8.2%
1	5290	6.5%
7	1617	2.0%
9	1408	1.7%
3	1394	1.7%
4	1368	1.7%
8	1271	1.6%
5	1084	1.3%
6	905	1.1%

Other Punctuation

Value	Count	Frequency (%)
:	7732	66.7%
.	3866	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	7732	100.0%

Space Separator

Value	Count	Frequency (%)
	3866	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	104382	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	60197	57.7%
-	7732	7.4%
:	7732	7.4%
2	6652	6.4%
1	5290	5.1%
	3866	3.7%
.	3866	3.7%
7	1617	1.5%
9	1408	1.3%
3	1394	1.3%
Other values (4)	4628	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	104382	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	60197	57.7%
-	7732	7.4%
:	7732	7.4%
2	6652	6.4%
1	5290	5.1%
	3866	3.7%
.	3866	3.7%
7	1617	1.5%
9	1408	1.3%
3	1394	1.3%
Other values (4)	4628	4.4%

Plot_ID
Real number (ℝ)

Distinct	180
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.0112
Mean	119

Minimum	1
Maximum	236
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	57
median	119
Q3	181
95-th percentile	229
Maximum	236
Range	235
Interquartile range (IQR)	124

Descriptive statistics

Standard deviation	69.5
Coefficient of variation (CV)	0.585
Kurtosis	-1.2
Mean	119
Median Absolute Deviation (MAD)	62
Skewness	-0.0112
Sum	4.59 × 10⁵
Variance	4.83 × 10³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
98	65	1.7%
103	65	1.7%
19	63	1.6%
182	63	1.6%
82	63	1.6%
87	63	1.6%
20	63	1.6%
188	63	1.6%
187	63	1.6%
181	63	1.6%
Other values (170)	3232	83.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	61	1.6%
4	61	1.6%
5	3	0.1%

Value	Count	Frequency (%)
236	56	1.4%
235	56	1.4%
232	1	< 0.1%
231	1	< 0.1%
230	56	1.4%

Crop
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	24
Missing (%)	0.6%
Memory size	30.3 KiB

Winter wheat	1557
Grain maize	896
Winter barley	767
Winter rapeseed	586
Summer rapeseed	36

Length

Max length	15
Median length	13
Mean length	12.5
Min length	11

Characters and Unicode

Total characters	47841
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Winter rapeseed
2nd row	Winter rapeseed
3rd row	Winter rapeseed
4th row	Winter rapeseed
5th row	Winter rapeseed

Common Values

Value	Count	Frequency (%)
Winter wheat	1557	40.3%
Grain maize	896	23.2%
Winter barley	767	19.8%
Winter rapeseed	586	15.2%
Summer rapeseed	36	0.9%
(Missing)	24	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
winter	2910	37.9%
wheat	1557	20.3%
grain	896	11.7%
maize	896	11.7%
barley	767	10.0%
rapeseed	622	8.1%
summer	36	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	8032	16.8%
r	5231	10.9%
a	4738	9.9%
i	4702	9.8%
t	4467	9.3%
	3842	8.0%
n	3806	8.0%
W	2910	6.1%
w	1557	3.3%
h	1557	3.3%
Other values (11)	6999	14.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	40157	83.9%
Space Separator	3842	8.0%
Uppercase Letter	3842	8.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8032	20.0%
r	5231	13.0%
a	4738	11.8%
i	4702	11.7%
t	4467	11.1%
n	3806	9.5%
w	1557	3.9%
h	1557	3.9%
m	968	2.4%
z	896	2.2%
Other values (7)	4203	10.5%

Uppercase Letter

Value	Count	Frequency (%)
W	2910	75.7%
G	896	23.3%
S	36	0.9%

Space Separator

Value	Count	Frequency (%)
	3842	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43999	92.0%
Common	3842	8.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8032	18.3%
r	5231	11.9%
a	4738	10.8%
i	4702	10.7%
t	4467	10.2%
n	3806	8.7%
W	2910	6.6%
w	1557	3.5%
h	1557	3.5%
m	968	2.2%
Other values (10)	6031	13.7%

Common

Value	Count	Frequency (%)
	3842	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47841	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8032	16.8%
r	5231	10.9%
a	4738	9.9%
i	4702	9.8%
t	4467	9.3%
	3842	8.0%
n	3806	8.0%
W	2910	6.1%
w	1557	3.3%
h	1557	3.3%
Other values (11)	6999	14.6%

Beneficials
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	30.3 KiB

Control	3834
BMs	32

Length

Max length	7
Median length	7
Mean length	6.97
Min length	3

Characters and Unicode

Total characters	26934
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Control
2nd row	Control
3rd row	Control
4th row	Control
5th row	Control

Common Values

Value	Count	Frequency (%)
Control	3834	99.2%
BMs	32	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
control	3834	99.2%
bms	32	0.8%

Most occurring characters

Value	Count	Frequency (%)
o	7668	28.5%
C	3834	14.2%
n	3834	14.2%
t	3834	14.2%
r	3834	14.2%
l	3834	14.2%
B	32	0.1%
M	32	0.1%
s	32	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	23036	85.5%
Uppercase Letter	3898	14.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	7668	33.3%
n	3834	16.6%
t	3834	16.6%
r	3834	16.6%
l	3834	16.6%
s	32	0.1%

Uppercase Letter

Value	Count	Frequency (%)
C	3834	98.4%
B	32	0.8%
M	32	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	26934	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	7668	28.5%
C	3834	14.2%
n	3834	14.2%
t	3834	14.2%
r	3834	14.2%
l	3834	14.2%
B	32	0.1%
M	32	0.1%
s	32	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26934	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	7668	28.5%
C	3834	14.2%
n	3834	14.2%
t	3834	14.2%
r	3834	14.2%
l	3834	14.2%
B	32	0.1%
M	32	0.1%
s	32	0.1%

Depth_min
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.337
Mean	26.2

Minimum	0
Maximum	60
Zeros	1236
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30
Q3	60
95-th percentile	60
Maximum	60
Range	60
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	23.4
Coefficient of variation (CV)	0.891
Kurtosis	-1.32
Mean	26.2
Median Absolute Deviation (MAD)	30
Skewness	0.337
Sum	1.01 × 10⁵
Variance	547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	1236	32.0%
30	1036	26.8%
60	1032	26.7%
15	562	14.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1236	32.0%
15	562	14.5%
30	1036	26.8%
60	1032	26.7%

Value	Count	Frequency (%)
60	1032	26.7%
30	1036	26.8%
15	562	14.5%
0	1236	32.0%

Depth_max
Real number (ℝ)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.206
Mean	51.9

Minimum	15
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	15
5-th percentile	15
Q1	30
median	60
Q3	90
95-th percentile	90
Maximum	90
Range	75
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	27.5
Coefficient of variation (CV)	0.53
Kurtosis	-1.41
Mean	51.9
Median Absolute Deviation (MAD)	30
Skewness	0.206
Sum	2.01 × 10⁵
Variance	757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
30	1234	31.9%
60	1036	26.8%
90	1032	26.7%
15	564	14.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15	564	14.6%
30	1234	31.9%
60	1036	26.8%
90	1032	26.7%

Value	Count	Frequency (%)
90	1032	26.7%
60	1036	26.8%
30	1234	31.9%
15	564	14.6%

Dry_Matter
Real number (ℝ)

Distinct	83
Distinct (%)	37.1%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.232
Mean	84.3

Minimum	76.8
Maximum	92.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	76.8
5-th percentile	78.2
Q1	80.2
median	82.1
Q3	89.4
95-th percentile	91.4
Maximum	92.4
Range	15.6
Interquartile range (IQR)	9.2

Descriptive statistics

Standard deviation	4.72
Coefficient of variation (CV)	0.0559
Kurtosis	-1.53
Mean	84.3
Median Absolute Deviation (MAD)	3.55
Skewness	0.232
Sum	1.89 × 10⁴
Variance	22.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
80.2	11	0.3%
90.1	9	0.2%
80.3	9	0.2%
80.9	7	0.2%
81.8	7	0.2%
79.4	6	0.2%
80.4	6	0.2%
80.8	6	0.2%
80.1	6	0.2%
90.6	6	0.2%
Other values (73)	151	3.9%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
76.8	3	0.1%
77.2	3	0.1%
78	3	0.1%
78.1	2	0.1%
78.2	3	0.1%

Value	Count	Frequency (%)
92.4	1	< 0.1%
92	1	< 0.1%
91.8	3	0.1%
91.7	1	< 0.1%
91.6	4	0.1%

Organic_Matter
Real number (ℝ)

Distinct	77
Distinct (%)	34.4%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.334
Mean	3.22

Minimum	2.35
Maximum	4.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	2.35
5-th percentile	2.64
Q1	2.9
median	3.15
Q3	3.54
95-th percentile	3.9
Maximum	4.31
Range	1.96
Interquartile range (IQR)	0.648

Descriptive statistics

Standard deviation	0.427
Coefficient of variation (CV)	0.133
Kurtosis	-0.759
Mean	3.22
Median Absolute Deviation (MAD)	0.336
Skewness	0.334
Sum	722
Variance	0.182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.5	11	0.3%
2.7	8	0.2%
3.4	8	0.2%
2.9	6	0.2%
3	5	0.1%
2.8	5	0.1%
3.2	5	0.1%
2.961096886	3	0.1%
3.278700097	3	0.1%
3.641915003	3	0.1%
Other values (67)	167	4.3%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.345090826	1	< 0.1%
2.383371212	1	< 0.1%
2.496017544	1	< 0.1%
2.509043571	1	< 0.1%
2.533059925	1	< 0.1%

Value	Count	Frequency (%)
4.30859856	3	0.1%
4.163738081	3	0.1%
3.930354857	1	< 0.1%
3.925368532	3	0.1%
3.896645657	3	0.1%

pH
Real number (ℝ)

MISSING SKEWED

Distinct	47
Distinct (%)	21.0%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	-2.22
Mean	7.25

Minimum	5.92
Maximum	7.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	5.92
5-th percentile	6.47
Q1	7.17
median	7.4
Q3	7.5
95-th percentile	7.53
Maximum	7.61
Range	1.69
Interquartile range (IQR)	0.335

Descriptive statistics

Standard deviation	0.357
Coefficient of variation (CV)	0.0492
Kurtosis	5.26
Mean	7.25
Median Absolute Deviation (MAD)	0.11
Skewness	-2.22
Sum	1.62 × 10³
Variance	0.127
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7.5	36	0.9%
7.4	18	0.5%
7.53	9	0.2%
7.2	8	0.2%
7.36	7	0.2%
7.48	7	0.2%
7.03	6	0.2%
7.44	6	0.2%
7.27	6	0.2%
7.47	6	0.2%
Other values (37)	115	3.0%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.92	3	0.1%
5.93	3	0.1%
5.98	3	0.1%
6.44	3	0.1%
6.66	3	0.1%

Value	Count	Frequency (%)
7.61	1	< 0.1%
7.6	2	0.1%
7.59	1	< 0.1%
7.56	3	0.1%
7.54	4	0.1%

WHC
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1405
Distinct (%)	41.3%
Missing	464
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.411
Mean	57

Minimum	-24.4
Maximum	120
Zeros	0
Zeros (%)	0.0%
Negative	197
Negative (%)	5.1%
Memory size	30.3 KiB

Quantile statistics

Minimum	-24.4
5-th percentile	-1.9
Q1	21.4
median	68.3
Q3	88.6
95-th percentile	102
Maximum	120
Range	144
Interquartile range (IQR)	67.2

Descriptive statistics

Standard deviation	36.5
Coefficient of variation (CV)	0.641
Kurtosis	-1.22
Mean	57
Median Absolute Deviation (MAD)	26.4
Skewness	-0.411
Sum	1.94 × 10⁵
Variance	1.33 × 10³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
96	12	0.3%
96.2	11	0.3%
87.5	11	0.3%
90.8	10	0.3%
79.8	10	0.3%
97.7	9	0.2%
87.9	9	0.2%
89.7	9	0.2%
84.4	9	0.2%
83	9	0.2%
Other values (1395)	3303	85.4%
(Missing)	464	12.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-24.38	1	< 0.1%
-23.68	1	< 0.1%
-22.8	1	< 0.1%
-20.74	1	< 0.1%
-19.6	1	< 0.1%

Value	Count	Frequency (%)
119.5	1	< 0.1%
118.2	1	< 0.1%
117.8	2	0.1%
117.2	1	< 0.1%
116.8	2	0.1%

Total_Carbon
Real number (ℝ)

MISSING SKEWED

Distinct	303
Distinct (%)	65.3%
Missing	3402
Missing (%)	88.0%
Infinite	0
Infinite (%)	0.0%
Skewness	1.01
Mean	1.96

Minimum	1.3
Maximum	3.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	1.3
5-th percentile	1.51
Q1	1.7
median	1.86
Q3	2.15
95-th percentile	2.64
Maximum	3.52
Range	2.21
Interquartile range (IQR)	0.449

Descriptive statistics

Standard deviation	0.358
Coefficient of variation (CV)	0.183
Kurtosis	1.13
Mean	1.96
Median Absolute Deviation (MAD)	0.236
Skewness	1.01
Sum	908
Variance	0.128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.6	11	0.3%
2	6	0.2%
2.2	5	0.1%
2.1	4	0.1%
1.8271215	3	0.1%
1.7579623	3	0.1%
1.766257	3	0.1%
2.3267859	3	0.1%
2.0979583	3	0.1%
1.8234256	3	0.1%
Other values (293)	420	10.9%
(Missing)	3402	88.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.303	1	< 0.1%
1.337	1	< 0.1%
1.354	1	< 0.1%
1.375	1	< 0.1%
1.379	1	< 0.1%

Value	Count	Frequency (%)
3.516	1	< 0.1%
3.352	1	< 0.1%
3.113	1	< 0.1%
3.066	1	< 0.1%
3.035	1	< 0.1%

Total_Nitrogen
Real number (ℝ)

Distinct	58
Distinct (%)	25.9%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.638
Mean	0.173

Minimum	0.118
Maximum	0.252
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0.118
5-th percentile	0.136
Q1	0.15
median	0.17
Q3	0.192
95-th percentile	0.227
Maximum	0.252
Range	0.134
Interquartile range (IQR)	0.042

Descriptive statistics

Standard deviation	0.0289
Coefficient of variation (CV)	0.167
Kurtosis	-0.119
Mean	0.173
Median Absolute Deviation (MAD)	0.021
Skewness	0.638
Sum	38.8
Variance	0.000834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.16	18	0.5%
0.15	13	0.3%
0.148	9	0.2%
0.17	8	0.2%
0.192	7	0.2%
0.18	7	0.2%
0.182	7	0.2%
0.155	6	0.2%
0.191	6	0.2%
0.144	6	0.2%
Other values (48)	137	3.5%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.118	1	< 0.1%
0.119	1	< 0.1%
0.124	1	< 0.1%
0.127	1	< 0.1%
0.128	2	0.1%

Value	Count	Frequency (%)
0.252	3	0.1%
0.247	3	0.1%
0.229	3	0.1%
0.227	3	0.1%
0.224	3	0.1%

CN_Ratio
Real number (ℝ)

Distinct	95
Distinct (%)	42.4%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.568
Mean	11.5

Minimum	7.89
Maximum	15.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	7.89
5-th percentile	9.23
Q1	10.2
median	11.9
Q3	12.2
95-th percentile	13
Maximum	15.2
Range	7.31
Interquartile range (IQR)	1.99

Descriptive statistics

Standard deviation	1.26
Coefficient of variation (CV)	0.11
Kurtosis	0.554
Mean	11.5
Median Absolute Deviation (MAD)	0.52
Skewness	-0.568
Sum	2.57 × 10³
Variance	1.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	31	0.8%
11.42760152	3	0.1%
11.91781438	3	0.1%
12.05723161	3	0.1%
9.233277381	3	0.1%
11.25004459	3	0.1%
12.40920764	3	0.1%
12.36071637	3	0.1%
11.46949415	3	0.1%
12.05657315	3	0.1%
Other values (85)	166	4.3%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.886745662	3	0.1%
8.048993392	3	0.1%
9	1	< 0.1%
9.228370833	3	0.1%
9.233277381	3	0.1%

Value	Count	Frequency (%)
15.19256953	1	< 0.1%
15.02395276	1	< 0.1%
14.25055182	1	< 0.1%
14.06714237	1	< 0.1%
13.79300084	1	< 0.1%

Total_Organic_Carbon
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	228
Distinct (%)	95.0%
Missing	3626
Missing (%)	93.8%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.528
Mean	1.26

Minimum	0.344
Maximum	2.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0.344
5-th percentile	0.534
Q1	0.99
median	1.37
Q3	1.55
95-th percentile	1.83
Maximum	2.11
Range	1.77
Interquartile range (IQR)	0.561

Descriptive statistics

Standard deviation	0.411
Coefficient of variation (CV)	0.325
Kurtosis	-0.647
Mean	1.26
Median Absolute Deviation (MAD)	0.219
Skewness	-0.528
Sum	303
Variance	0.169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.472	2	0.1%
1.181	2	0.1%
1.383	2	0.1%
1.83	2	0.1%
0.691	2	0.1%
1.311	2	0.1%
1.523	2	0.1%
1.551	2	0.1%
0.602	2	0.1%
1.455	2	0.1%
Other values (218)	220	5.7%
(Missing)	3626	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.344	1	< 0.1%
0.359	1	< 0.1%
0.396	1	< 0.1%
0.434	1	< 0.1%
0.435	1	< 0.1%

Value	Count	Frequency (%)
2.109529	1	< 0.1%
2.075649	1	< 0.1%
1.9953	1	< 0.1%
1.965013	1	< 0.1%
1.937	1	< 0.1%

Chalk
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	225
Distinct (%)	93.8%
Missing	3626
Missing (%)	93.8%
Infinite	0
Infinite (%)	0.0%
Skewness	1.04
Mean	5.73

Minimum	0.0851
Maximum	23.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0.0851
5-th percentile	0.228
Q1	0.89
median	2.11
Q3	9.85
95-th percentile	18.3
Maximum	23.1
Range	23
Interquartile range (IQR)	8.96

Descriptive statistics

Standard deviation	6.53
Coefficient of variation (CV)	1.14
Kurtosis	-0.396
Mean	5.73
Median Absolute Deviation (MAD)	1.79
Skewness	1.04
Sum	1.38 × 10³
Variance	42.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	4	0.1%
2	3	0.1%
1.033333333	2	0.1%
1.408333333	2	0.1%
1.975	2	0.1%
0.8833333333	2	0.1%
2.933333333	2	0.1%
1.2	2	0.1%
1.091666667	2	0.1%
0.925	2	0.1%
Other values (215)	217	5.6%
(Missing)	3626	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.085125	1	< 0.1%
0.08725833333	1	< 0.1%
0.1016666667	1	< 0.1%
0.1126166667	1	< 0.1%
0.1174416667	1	< 0.1%

Value	Count	Frequency (%)
23.05833333	1	< 0.1%
22.70833333	1	< 0.1%
21.34166667	1	< 0.1%
21.18333333	1	< 0.1%
21.175	1	< 0.1%

Humus
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	228
Distinct (%)	95.0%
Missing	3626
Missing (%)	93.8%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.528
Mean	2.17

Minimum	0.592
Maximum	3.63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0.592
5-th percentile	0.918
Q1	1.7
median	2.36
Q3	2.67
95-th percentile	3.15
Maximum	3.63
Range	3.04
Interquartile range (IQR)	0.965

Descriptive statistics

Standard deviation	0.706
Coefficient of variation (CV)	0.325
Kurtosis	-0.647
Mean	2.17
Median Absolute Deviation (MAD)	0.377
Skewness	-0.528
Sum	522
Variance	0.499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.53184	2	0.1%
2.03132	2	0.1%
2.37876	2	0.1%
3.1476	2	0.1%
1.18852	2	0.1%
2.25492	2	0.1%
2.61956	2	0.1%
2.66772	2	0.1%
1.03544	2	0.1%
2.5026	2	0.1%
Other values (218)	220	5.7%
(Missing)	3626	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.59168	1	< 0.1%
0.61748	1	< 0.1%
0.68112	1	< 0.1%
0.74648	1	< 0.1%
0.7482	1	< 0.1%

Value	Count	Frequency (%)
3.62838988	1	< 0.1%
3.57011628	1	< 0.1%
3.431916	1	< 0.1%
3.37982236	1	< 0.1%
3.33164	1	< 0.1%

Ammonium
Real number (ℝ)

MISSING SKEWED

Distinct	78
Distinct (%)	35.8%
Missing	3648
Missing (%)	94.4%
Infinite	0
Infinite (%)	0.0%
Skewness	2.45
Mean	0.101

Minimum	0.015
Maximum	0.564
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0.015
5-th percentile	0.021
Q1	0.0362
median	0.073
Q3	0.124
95-th percentile	0.28
Maximum	0.564
Range	0.549
Interquartile range (IQR)	0.0875

Descriptive statistics

Standard deviation	0.0972
Coefficient of variation (CV)	0.963
Kurtosis	7.44
Mean	0.101
Median Absolute Deviation (MAD)	0.041
Skewness	2.45
Sum	22
Variance	0.00946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.062	9	0.2%
0.024	9	0.2%
0.021	9	0.2%
0.079	6	0.2%
0.105	6	0.2%
0.035	5	0.1%
0.031	5	0.1%
0.05	5	0.1%
0.052	4	0.1%
0.075	4	0.1%
Other values (68)	156	4.0%
(Missing)	3648	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.015	1	< 0.1%
0.016	1	< 0.1%
0.017	3	0.1%
0.018	3	0.1%
0.019	1	< 0.1%

Value	Count	Frequency (%)
0.564	3	0.1%
0.431	3	0.1%
0.361	3	0.1%
0.28	3	0.1%
0.274	3	0.1%

Borium
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	28
Distinct (%)	87.5%
Missing	3834
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.283
Mean	1.64

Minimum	1.05
Maximum	2.28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	1.05
5-th percentile	1.11
Q1	1.38
median	1.51
Q3	1.94
95-th percentile	2.25
Maximum	2.28
Range	1.23
Interquartile range (IQR)	0.567

Descriptive statistics

Standard deviation	0.37
Coefficient of variation (CV)	0.225
Kurtosis	-1.03
Mean	1.64
Median Absolute Deviation (MAD)	0.26
Skewness	0.283
Sum	52.5
Variance	0.137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.49	3	0.1%
1.77	2	0.1%
1.38	2	0.1%
1.08	1	< 0.1%
1.4	1	< 0.1%
2.07	1	< 0.1%
2.11	1	< 0.1%
1.94	1	< 0.1%
1.85	1	< 0.1%
1.28	1	< 0.1%
Other values (18)	18	0.5%
(Missing)	3834	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.05	1	< 0.1%
1.08	1	< 0.1%
1.14	1	< 0.1%
1.15	1	< 0.1%
1.28	1	< 0.1%

Value	Count	Frequency (%)
2.28	1	< 0.1%
2.27	1	< 0.1%
2.24	1	< 0.1%
2.23	1	< 0.1%
2.11	1	< 0.1%

Calcium
Real number (ℝ)

Distinct	80
Distinct (%)	41.7%
Missing	3674
Missing (%)	95.0%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.654
Mean	245

Minimum	188
Maximum	281
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	188
5-th percentile	192
Q1	232
median	247
Q3	263
95-th percentile	275
Maximum	281
Range	93.3
Interquartile range (IQR)	31.4

Descriptive statistics

Standard deviation	24.1
Coefficient of variation (CV)	0.0985
Kurtosis	-0.38
Mean	245
Median Absolute Deviation (MAD)	15.9
Skewness	-0.654
Sum	4.7 × 10⁴
Variance	582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
232.52	6	0.2%
270	4	0.1%
272	4	0.1%
268.9	3	0.1%
208.22	3	0.1%
222.4258	3	0.1%
241.62	3	0.1%
244.5	3	0.1%
242.82	3	0.1%
262.1	3	0.1%
Other values (70)	157	4.1%
(Missing)	3674	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
187.72	3	0.1%
190.8	3	0.1%
191.9	3	0.1%
192.02	3	0.1%
206.1	3	0.1%

Value	Count	Frequency (%)
281	1	< 0.1%
280	1	< 0.1%
279.12	1	< 0.1%
279	1	< 0.1%
278.92	1	< 0.1%

Copper
Real number (ℝ)

Distinct	78
Distinct (%)	34.8%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.296
Mean	2.8

Minimum	1.32
Maximum	3.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	1.32
5-th percentile	2.1
Q1	2.58
median	2.8
Q3	3.1
95-th percentile	3.56
Maximum	3.78
Range	2.46
Interquartile range (IQR)	0.518

Descriptive statistics

Standard deviation	0.448
Coefficient of variation (CV)	0.16
Kurtosis	0.807
Mean	2.8
Median Absolute Deviation (MAD)	0.253
Skewness	-0.296
Sum	628
Variance	0.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.6	12	0.3%
2.7	9	0.2%
3.2	7	0.2%
2.5	6	0.2%
3	5	0.1%
2.9	5	0.1%
2.4	4	0.1%
2.9261	3	0.1%
2.7514	3	0.1%
3.3594	3	0.1%
Other values (68)	167	4.3%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.3234	1	< 0.1%
1.3515	1	< 0.1%
1.4262	1	< 0.1%
1.6941	1	< 0.1%
1.7241	1	< 0.1%

Value	Count	Frequency (%)
3.7788	3	0.1%
3.7743	1	< 0.1%
3.726	3	0.1%
3.7018	3	0.1%
3.5788	1	< 0.1%

Diphosphorus_Pentoxide
Real number (ℝ)

Distinct	108
Distinct (%)	48.2%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.887
Mean	21.1

Minimum	8.1
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	8.1
5-th percentile	8.95
Q1	13.9
median	20.4
Q3	25.7
95-th percentile	40.1
Maximum	50
Range	41.9
Interquartile range (IQR)	11.8

Descriptive statistics

Standard deviation	9.36
Coefficient of variation (CV)	0.444
Kurtosis	0.286
Mean	21.1
Median Absolute Deviation (MAD)	6
Skewness	0.887
Sum	4.72 × 10³
Variance	87.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
22.85	6	0.2%
24.95	6	0.2%
23.6	6	0.2%
13.35	6	0.2%
10.9	4	0.1%
15.4	4	0.1%
40.15	3	0.1%
16.75	3	0.1%
40.55	3	0.1%
28.55	3	0.1%
Other values (98)	180	4.7%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.1	1	< 0.1%
8.2	1	< 0.1%
8.45	3	0.1%
8.5	1	< 0.1%
8.6	3	0.1%

Value	Count	Frequency (%)
49.95	1	< 0.1%
47.25	1	< 0.1%
46.35	3	0.1%
43.05	1	< 0.1%
42.9	1	< 0.1%

Iron
Real number (ℝ)

MISSING SKEWED

Distinct	89
Distinct (%)	39.7%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	1.12
Mean	4.17

Minimum	1.48
Maximum	10.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	1.48
5-th percentile	2.02
Q1	2.75
median	3.78
Q3	5.18
95-th percentile	7.75
Maximum	10.4
Range	8.9
Interquartile range (IQR)	2.43

Descriptive statistics

Standard deviation	1.82
Coefficient of variation (CV)	0.437
Kurtosis	1.22
Mean	4.17
Median Absolute Deviation (MAD)	1.25
Skewness	1.12
Sum	934
Variance	3.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.8	8	0.2%
2.2	7	0.2%
2.7	6	0.2%
2.4	4	0.1%
2.3	4	0.1%
2.6	4	0.1%
3.59251	3	0.1%
3.50305	3	0.1%
2.31962	3	0.1%
5.24699	3	0.1%
Other values (79)	179	4.6%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.47804	1	< 0.1%
1.483	1	< 0.1%
1.67241	1	< 0.1%
1.70561	1	< 0.1%
1.87893	1	< 0.1%

Value	Count	Frequency (%)
10.38183	3	0.1%
9.3276	3	0.1%
8.2785	3	0.1%
7.78986	3	0.1%
7.50656	3	0.1%

Magnesium
Real number (ℝ)

Distinct	99
Distinct (%)	44.2%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.601
Mean	9.91

Minimum	6.54
Maximum	15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	6.54
5-th percentile	6.99
Q1	8.2
median	9.12
Q3	11.8
95-th percentile	14
Maximum	15
Range	8.44
Interquartile range (IQR)	3.64

Descriptive statistics

Standard deviation	2.24
Coefficient of variation (CV)	0.226
Kurtosis	-0.804
Mean	9.91
Median Absolute Deviation (MAD)	1.35
Skewness	0.601
Sum	2.22 × 10³
Variance	5.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.3	5	0.1%
8.7	4	0.1%
8.4	4	0.1%
13.263	3	0.1%
12.71052	3	0.1%
9.4984083	3	0.1%
8.7996505	3	0.1%
11.9933931	3	0.1%
8.6883325	3	0.1%
8.8556556	3	0.1%
Other values (89)	190	4.9%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.5401126	1	< 0.1%
6.6795577	1	< 0.1%
6.7052215	1	< 0.1%
6.8	1	< 0.1%
6.8024165	1	< 0.1%

Value	Count	Frequency (%)
14.9790729	3	0.1%
14.7718562	3	0.1%
14.3761034	3	0.1%
13.9944181	3	0.1%
13.9447999	1	< 0.1%

Manganese
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	115
Distinct (%)	51.3%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.0395
Mean	186

Minimum	14.3
Maximum	318
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	14.3
5-th percentile	59.8
Q1	118
median	175
Q3	263
95-th percentile	308
Maximum	318
Range	304
Interquartile range (IQR)	145

Descriptive statistics

Standard deviation	84.6
Coefficient of variation (CV)	0.455
Kurtosis	-1.21
Mean	186
Median Absolute Deviation (MAD)	72.3
Skewness	-0.0395
Sum	4.16 × 10⁴
Variance	7.16 × 10³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
289.7939	3	0.1%
232.4557	3	0.1%
264.2828	3	0.1%
258.0814	3	0.1%
282.2636	3	0.1%
228.5001	3	0.1%
113.0921	3	0.1%
207.2041	3	0.1%
175.3447	3	0.1%
145.9417	3	0.1%
Other values (105)	194	5.0%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.2649	1	< 0.1%
14.9326	1	< 0.1%
19.951	1	< 0.1%
22.7182	1	< 0.1%
27.828	1	< 0.1%

Value	Count	Frequency (%)
318	3	0.1%
314.3286	3	0.1%
312.3882	3	0.1%
308.3332	3	0.1%
306.9892	3	0.1%

Nitrate
Real number (ℝ)

MISSING SKEWED

Distinct	119
Distinct (%)	53.1%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	1.3
Mean	0.496

Minimum	0.188
Maximum	1.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0.188
5-th percentile	0.217
Q1	0.295
median	0.433
Q3	0.596
95-th percentile	1.07
Maximum	1.48
Range	1.29
Interquartile range (IQR)	0.301

Descriptive statistics

Standard deviation	0.271
Coefficient of variation (CV)	0.546
Kurtosis	1.28
Mean	0.496
Median Absolute Deviation (MAD)	0.156
Skewness	1.3
Sum	111
Variance	0.0734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.43	6	0.2%
0.295	4	0.1%
0.268	4	0.1%
0.541	4	0.1%
0.435	4	0.1%
0.463	4	0.1%
0.319	4	0.1%
0.209	3	0.1%
0.248	3	0.1%
0.5	3	0.1%
Other values (109)	185	4.8%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.188	3	0.1%
0.196	3	0.1%
0.209	3	0.1%
0.213	1	< 0.1%
0.217	3	0.1%

Value	Count	Frequency (%)
1.48	1	< 0.1%
1.435	1	< 0.1%
1.28	1	< 0.1%
1.186	3	0.1%
1.17	1	< 0.1%

Potassium_Oxide
Real number (ℝ)

Distinct	105
Distinct (%)	46.9%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.68
Mean	30.3

Minimum	13.5
Maximum	61.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	13.5
5-th percentile	16.3
Q1	20.5
median	25.9
Q3	39.3
95-th percentile	52.9
Maximum	61.6
Range	48.1
Interquartile range (IQR)	18.8

Descriptive statistics

Standard deviation	12
Coefficient of variation (CV)	0.396
Kurtosis	-0.659
Mean	30.3
Median Absolute Deviation (MAD)	7.72
Skewness	0.68
Sum	6.8 × 10³
Variance	145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
30.65	6	0.2%
17.8	5	0.1%
23.2	5	0.1%
15.1	5	0.1%
19.4	4	0.1%
45.1	4	0.1%
20.9	4	0.1%
24.5	4	0.1%
18.8	3	0.1%
45.4	3	0.1%
Other values (95)	181	4.7%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13.5	1	< 0.1%
14.95	3	0.1%
15.1	5	0.1%
16.25	3	0.1%
16.55	1	< 0.1%

Value	Count	Frequency (%)
61.6	3	0.1%
57.15	1	< 0.1%
54.3	3	0.1%
53.3	3	0.1%
53.25	1	< 0.1%

Sodium
Real number (ℝ)

Distinct	72
Distinct (%)	32.1%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	0.631
Mean	12

Minimum	6
Maximum	20.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	6
5-th percentile	7
Q1	10.1
median	11.7
Q3	13.5
95-th percentile	18.9
Maximum	20.8
Range	14.8
Interquartile range (IQR)	3.37

Descriptive statistics

Standard deviation	3.31
Coefficient of variation (CV)	0.274
Kurtosis	0.134
Mean	12
Median Absolute Deviation (MAD)	1.67
Skewness	0.631
Sum	2.7 × 10³
Variance	10.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	12	0.3%
8	11	0.3%
9	11	0.3%
12	9	0.2%
11	8	0.2%
13	6	0.2%
10	4	0.1%
9.1096	3	0.1%
13.4882	3	0.1%
15.0298	3	0.1%
Other values (62)	154	4.0%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	3	0.1%
7	12	0.3%
7.4832	3	0.1%
8	11	0.3%
8.0168	3	0.1%

Value	Count	Frequency (%)
20.7573	3	0.1%
20.168	3	0.1%
19.6532	3	0.1%
19.1036	3	0.1%
17.7363	3	0.1%

Sulphate
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	29
Distinct (%)	90.6%
Missing	3834
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Skewness	3.24
Mean	0.254

Minimum	0.115
Maximum	0.684
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	0.115
5-th percentile	0.16
Q1	0.224
median	0.24
Q3	0.27
95-th percentile	0.345
Maximum	0.684
Range	0.569
Interquartile range (IQR)	0.0455

Descriptive statistics

Standard deviation	0.0929
Coefficient of variation (CV)	0.366
Kurtosis	15.1
Mean	0.254
Median Absolute Deviation (MAD)	0.0255
Skewness	3.24
Sum	8.13
Variance	0.00863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.241	2	0.1%
0.261	2	0.1%
0.24	2	0.1%
0.272	1	< 0.1%
0.355	1	< 0.1%
0.234	1	< 0.1%
0.115	1	< 0.1%
0.271	1	< 0.1%
0.236	1	< 0.1%
0.269	1	< 0.1%
Other values (19)	19	0.5%
(Missing)	3834	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.115	1	< 0.1%
0.159	1	< 0.1%
0.16	1	< 0.1%
0.173	1	< 0.1%
0.182	1	< 0.1%

Value	Count	Frequency (%)
0.684	1	< 0.1%
0.355	1	< 0.1%
0.337	1	< 0.1%
0.305	1	< 0.1%
0.289	1	< 0.1%

Zinc
Real number (ℝ)

Distinct	83
Distinct (%)	37.1%
Missing	3642
Missing (%)	94.2%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.474
Mean	4.18

Minimum	1.93
Maximum	6.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.3 KiB

Quantile statistics

Minimum	1.93
5-th percentile	3.38
Q1	3.8
median	4.2
Q3	4.61
95-th percentile	5.14
Maximum	6.17
Range	4.24
Interquartile range (IQR)	0.814

Descriptive statistics

Standard deviation	0.664
Coefficient of variation (CV)	0.159
Kurtosis	1.47
Mean	4.18
Median Absolute Deviation (MAD)	0.411
Skewness	-0.474
Sum	936
Variance	0.441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.3	8	0.2%
5	7	0.2%
4	7	0.2%
3.5	6	0.2%
4.2	5	0.1%
3.4	4	0.1%
4.1	4	0.1%
5.1	4	0.1%
4.1913	3	0.1%
4.9286	3	0.1%
Other values (73)	173	4.5%
(Missing)	3642	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.9273	1	< 0.1%
1.9427	1	< 0.1%
2.112	1	< 0.1%
2.1308	1	< 0.1%
2.3579	1	< 0.1%

Value	Count	Frequency (%)
6.1658	1	< 0.1%
6.0602	1	< 0.1%
5.7	1	< 0.1%
5.4493	1	< 0.1%
5.2209	1	< 0.1%

Auto

Heatmap
Table

	Experimental_Year	Plot_ID	Depth_min	Depth_max	Dry_Matter	Organic_Matter	pH	WHC	Total_Carbon	Total_Nitrogen	CN_Ratio	Total_Organic_Carbon	Chalk	Humus	Ammonium	Borium	Calcium	Copper	Diphosphorus_Pentoxide	Iron	Magnesium	Manganese	Nitrate	Potassium_Oxide	Sodium	Sulphate	Zinc	Date	Crop	Beneficials
Experimental_Year	1.000	-0.007	-0.112	-0.032	0.039	-0.085	0.267	-0.447	0.091	0.049	-0.348	NaN	NaN	NaN	-0.437	NaN	0.544	-0.037	-0.538	-0.477	-0.182	-0.073	0.196	-0.201	-0.563	NaN	0.022	0.992	0.193	0.703
Plot_ID	-0.007	1.000	0.008	0.004	0.150	-0.067	-0.062	-0.029	0.036	-0.071	0.097	-0.050	0.111	-0.050	-0.012	0.140	-0.092	0.137	0.146	0.037	0.010	0.056	-0.026	0.093	-0.018	0.040	0.137	0.349	0.133	0.087
Depth_min	-0.112	0.008	1.000	0.962	NaN	NaN	NaN	-0.173	0.135	NaN	NaN	-0.906	0.808	-0.906	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.245	0.113	0.130
Depth_max	-0.032	0.004	0.962	1.000	NaN	NaN	NaN	-0.173	0.355	NaN	NaN	-0.906	0.808	-0.906	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.245	0.113	0.130
Dry_Matter	0.039	0.150	NaN	NaN	1.000	-0.263	-0.049	NaN	-0.278	-0.179	0.024	NaN	NaN	NaN	-0.356	0.050	0.013	0.050	0.077	-0.031	-0.131	0.041	0.320	0.179	0.144	-0.471	0.033	0.718	0.794	0.444
Organic_Matter	-0.085	-0.067	NaN	NaN	-0.263	1.000	-0.376	NaN	0.888	0.739	-0.168	NaN	NaN	NaN	0.259	-0.198	-0.405	0.069	0.191	0.213	0.600	0.221	0.330	0.594	0.268	0.320	0.269	0.395	0.326	0.220
pH	0.267	-0.062	NaN	NaN	-0.049	-0.376	1.000	NaN	-0.191	-0.326	0.332	NaN	NaN	NaN	-0.434	-0.784	0.900	-0.629	0.076	-0.822	-0.857	-0.877	-0.234	-0.407	-0.440	0.156	-0.506	0.270	0.342	0.173
WHC	-0.447	-0.029	-0.173	-0.173	NaN	NaN	NaN	1.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.471	0.116	1.000
Total_Carbon	0.091	0.036	0.135	0.355	-0.278	0.888	-0.191	NaN	1.000	0.718	-0.017	-0.485	0.771	-0.485	0.210	-0.223	-0.237	-0.062	0.413	0.048	0.435	-0.003	0.250	0.626	0.234	0.370	0.191	0.192	0.106	0.053
Total_Nitrogen	0.049	-0.071	NaN	NaN	-0.179	0.739	-0.326	NaN	0.718	1.000	-0.642	NaN	NaN	NaN	0.184	-0.190	-0.407	0.037	0.149	0.185	0.464	0.196	0.271	0.596	0.147	0.367	0.211	0.447	0.400	0.395
CN_Ratio	-0.348	0.097	NaN	NaN	0.024	-0.168	0.332	NaN	-0.017	-0.642	1.000	NaN	NaN	NaN	-0.103	-0.263	0.410	-0.230	0.294	-0.260	-0.309	-0.400	-0.216	-0.134	0.042	0.107	-0.206	0.529	0.425	0.339
Total_Organic_Carbon	NaN	-0.050	-0.906	-0.906	NaN	NaN	NaN	NaN	-0.485	NaN	NaN	1.000	-0.859	1.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.060	0.000	1.000
Chalk	NaN	0.111	0.808	0.808	NaN	NaN	NaN	NaN	0.771	NaN	NaN	-0.859	1.000	-0.859	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.194	0.142	1.000
Humus	NaN	-0.050	-0.906	-0.906	NaN	NaN	NaN	NaN	-0.485	NaN	NaN	1.000	-0.859	1.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.060	0.000	1.000
Ammonium	-0.437	-0.012	NaN	NaN	-0.356	0.259	-0.434	NaN	0.210	0.184	-0.103	NaN	NaN	NaN	1.000	0.366	-0.481	0.318	0.116	0.485	0.411	0.368	0.154	0.127	0.188	0.609	0.141	0.335	0.536	0.302
Borium	NaN	0.140	NaN	NaN	0.050	-0.198	-0.784	NaN	-0.223	-0.190	-0.263	NaN	NaN	NaN	0.366	1.000	NaN	0.786	-0.358	0.898	0.485	0.945	-0.008	-0.390	0.193	-0.173	0.592	1.000	1.000	0.000
Calcium	0.544	-0.092	NaN	NaN	0.013	-0.405	0.900	NaN	-0.237	-0.407	0.410	NaN	NaN	NaN	-0.481	NaN	1.000	-0.612	-0.072	-0.834	-0.814	-0.841	-0.094	-0.547	-0.559	NaN	-0.546	0.400	0.486	0.431
Copper	-0.037	0.137	NaN	NaN	0.050	0.069	-0.629	NaN	-0.062	0.037	-0.230	NaN	NaN	NaN	0.318	0.786	-0.612	1.000	-0.066	0.553	0.601	0.807	0.130	0.116	0.147	-0.180	0.741	0.378	0.304	0.146
Diphosphorus_Pentoxide	-0.538	0.146	NaN	NaN	0.077	0.191	0.076	NaN	0.413	0.149	0.294	NaN	NaN	NaN	0.116	-0.358	-0.072	-0.066	1.000	-0.041	-0.084	-0.245	-0.166	0.564	0.155	0.298	0.276	0.375	0.333	0.361
Iron	-0.477	0.037	NaN	NaN	-0.031	0.213	-0.822	NaN	0.048	0.185	-0.260	NaN	NaN	NaN	0.485	0.898	-0.834	0.553	-0.041	1.000	0.706	0.791	0.097	0.222	0.569	-0.200	0.372	0.360	0.494	0.287
Magnesium	-0.182	0.010	NaN	NaN	-0.131	0.600	-0.857	NaN	0.435	0.464	-0.309	NaN	NaN	NaN	0.411	0.485	-0.814	0.601	-0.084	0.706	1.000	0.831	0.352	0.420	0.458	0.067	0.515	0.358	0.396	0.170
Manganese	-0.073	0.056	NaN	NaN	0.041	0.221	-0.877	NaN	-0.003	0.196	-0.400	NaN	NaN	NaN	0.368	0.945	-0.841	0.807	-0.245	0.791	0.831	1.000	0.232	0.218	0.338	-0.145	0.603	0.399	0.339	0.155
Nitrate	0.196	-0.026	NaN	NaN	0.320	0.330	-0.234	NaN	0.250	0.271	-0.216	NaN	NaN	NaN	0.154	-0.008	-0.094	0.130	-0.166	0.097	0.352	0.232	1.000	0.147	0.144	0.411	0.104	0.302	0.316	0.170
Potassium_Oxide	-0.201	0.093	NaN	NaN	0.179	0.594	-0.407	NaN	0.626	0.596	-0.134	NaN	NaN	NaN	0.127	-0.390	-0.547	0.116	0.564	0.222	0.420	0.218	0.147	1.000	0.337	0.314	0.409	0.385	0.449	0.280
Sodium	-0.563	-0.018	NaN	NaN	0.144	0.268	-0.440	NaN	0.234	0.147	0.042	NaN	NaN	NaN	0.188	0.193	-0.559	0.147	0.155	0.569	0.458	0.338	0.144	0.337	1.000	0.179	0.053	0.529	0.643	0.242
Sulphate	NaN	0.040	NaN	NaN	-0.471	0.320	0.156	NaN	0.370	0.367	0.107	NaN	NaN	NaN	0.609	-0.173	NaN	-0.180	0.298	-0.200	0.067	-0.145	0.411	0.314	0.179	1.000	-0.033	1.000	1.000	0.232
Zinc	0.022	0.137	NaN	NaN	0.033	0.269	-0.506	NaN	0.191	0.211	-0.206	NaN	NaN	NaN	0.141	0.592	-0.546	0.741	0.276	0.372	0.515	0.603	0.104	0.409	0.053	-0.033	1.000	0.409	0.205	0.080
Date	0.992	0.349	0.245	0.245	0.718	0.395	0.270	0.471	0.192	0.447	0.529	0.060	0.194	0.060	0.335	1.000	0.400	0.378	0.375	0.360	0.358	0.399	0.302	0.385	0.529	1.000	0.409	1.000	0.905	0.691
Crop	0.193	0.133	0.113	0.113	0.794	0.326	0.342	0.116	0.106	0.400	0.425	0.000	0.142	0.000	0.536	1.000	0.486	0.304	0.333	0.494	0.396	0.339	0.316	0.449	0.643	1.000	0.205	0.905	1.000	0.163
Beneficials	0.703	0.087	0.130	0.130	0.444	0.220	0.173	1.000	0.053	0.395	0.339	1.000	1.000	1.000	0.302	0.000	0.431	0.146	0.361	0.287	0.170	0.155	0.170	0.280	0.242	0.232	0.080	0.691	0.163	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Experimental_Year	Date	Plot_ID	Crop	Beneficials	Depth_min	Depth_max	Dry_Matter	Organic_Matter	pH	WHC	Total_Carbon	Total_Nitrogen	CN_Ratio	Total_Organic_Carbon	Chalk	Humus	Ammonium	Borium	Calcium	Copper	Diphosphorus_Pentoxide	Iron	Magnesium	Manganese	Nitrate	Potassium_Oxide	Sodium	Sulphate	Zinc
0	2009	2009-03-03 00:00:00.0000000	19	Winter rapeseed	Control	0	15	NaN	NaN	NaN	NaN	1.527	NaN	NaN	1.436322	0.755650	2.470474	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	2009	2009-03-03 00:00:00.0000000	19	Winter rapeseed	Control	15	30	NaN	NaN	NaN	NaN	1.473	NaN	NaN	1.381060	0.766167	2.375423	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	2009	2009-03-03 00:00:00.0000000	19	Winter rapeseed	Control	30	60	NaN	NaN	NaN	NaN	1.441	NaN	NaN	1.219000	1.850000	2.096680	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	2009	2009-03-03 00:00:00.0000000	19	Winter rapeseed	Control	60	90	NaN	NaN	NaN	NaN	2.741	NaN	NaN	0.974000	14.725000	1.675280	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	2009	2009-03-03 00:00:00.0000000	20	Winter rapeseed	Control	0	15	NaN	NaN	NaN	NaN	1.591	NaN	NaN	1.470000	1.008333	2.528400	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	2009	2009-03-03 00:00:00.0000000	20	Winter rapeseed	Control	15	30	NaN	NaN	NaN	NaN	1.531	NaN	NaN	1.419000	0.933333	2.440680	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	2009	2009-03-03 00:00:00.0000000	20	Winter rapeseed	Control	30	60	NaN	NaN	NaN	NaN	1.556	NaN	NaN	1.214000	2.850000	2.088080	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	2009	2009-03-03 00:00:00.0000000	20	Winter rapeseed	Control	60	90	NaN	NaN	NaN	NaN	2.471	NaN	NaN	0.829000	13.683333	1.425880	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	2009	2009-03-03 00:00:00.0000000	25	Winter rapeseed	Control	0	15	NaN	NaN	NaN	NaN	2.018	NaN	NaN	1.933637	0.703025	3.325856	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	2009	2009-03-03 00:00:00.0000000	25	Winter rapeseed	Control	15	30	NaN	NaN	NaN	NaN	1.811	NaN	NaN	1.692000	0.991667	2.910240	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	Experimental_Year	Date	Plot_ID	Crop	Beneficials	Depth_max	Dry_Matter	Organic_Matter	pH	WHC	Total_Carbon	Total_Nitrogen	CN_Ratio	Total_Organic_Carbon	Chalk	Humus	Ammonium	Borium	Calcium	Copper	Diphosphorus_Pentoxide	Iron	Magnesium	Manganese	Nitrate	Potassium_Oxide	Sodium	Sulphate	Zinc
3856	2021	2021-07-26 00:00:00.0000000	104	Grain maize	BMs	30	88.2	2.8	7.4	NaN	1.6	0.16	10.0	NaN	NaN	NaN	0.036	1.95	NaN	2.9	12.1	3.5	8.7	260.0	0.350	26.2	9.0	0.261	4.5
3857	2021	2021-07-26 00:00:00.0000000	104	Grain maize	Control	30	86.9	2.8	7.4	NaN	1.6	0.16	10.0	NaN	NaN	NaN	0.062	1.74	NaN	2.8	12.6	3.1	7.9	211.0	0.252	25.5	8.0	0.269	4.3
3858	2021	2021-07-26 00:00:00.0000000	177	Grain maize	BMs	30	85.9	3.5	7.4	NaN	2.0	0.20	10.0	NaN	NaN	NaN	0.031	1.28	NaN	2.7	16.0	2.2	8.8	134.0	0.565	37.1	8.0	0.261	4.2
3859	2021	2021-07-26 00:00:00.0000000	177	Grain maize	Control	30	86.8	3.4	7.4	NaN	2.0	0.20	10.0	NaN	NaN	NaN	0.038	1.38	NaN	3.2	16.3	2.5	9.1	164.0	0.517	36.6	7.0	0.236	4.4
3860	2021	2021-07-26 00:00:00.0000000	178	Grain maize	BMs	30	85.0	3.7	7.2	NaN	2.2	0.22	10.0	NaN	NaN	NaN	0.042	1.85	NaN	3.3	15.8	3.3	12.0	272.0	0.830	36.8	8.0	0.241	5.0
3861	2021	2021-07-26 00:00:00.0000000	178	Grain maize	Control	30	85.7	3.5	7.2	NaN	2.1	0.21	10.0	NaN	NaN	NaN	NaN	1.94	NaN	3.4	21.6	3.7	13.2	292.0	0.835	36.4	7.0	0.271	5.0
3862	2021	2021-07-26 00:00:00.0000000	179	Grain maize	BMs	30	87.0	2.8	7.3	NaN	1.6	0.16	10.0	NaN	NaN	NaN	0.031	2.11	NaN	3.2	10.9	4.2	9.0	289.0	0.434	23.4	7.0	0.115	4.9
3863	2021	2021-07-26 00:00:00.0000000	179	Grain maize	Control	30	86.7	2.7	7.3	NaN	1.6	0.16	10.0	NaN	NaN	NaN	0.035	2.07	NaN	3.2	16.0	4.0	8.9	273.0	0.463	23.9	7.0	0.234	4.8
3864	2021	2021-07-26 00:00:00.0000000	180	Grain maize	BMs	30	89.2	2.7	7.5	NaN	1.6	0.16	10.0	NaN	NaN	NaN	0.045	1.40	NaN	2.6	12.0	2.8	6.8	157.0	0.345	21.1	8.0	0.355	3.8
3865	2021	2021-07-26 00:00:00.0000000	180	Grain maize	Control	30	88.4	2.6	7.5	NaN	1.5	0.15	10.0	NaN	NaN	NaN	0.022	1.36	NaN	2.5	12.4	2.5	7.0	127.0	0.377	21.9	6.0	0.218	3.7

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample